眼科?朴跋裨品⻊掌脚_研發(fā)
發(fā)布時間:2018-03-26 20:46
本文選題:眼科?朴跋 切入點:云服務平臺 出處:《中北大學》2017年碩士論文
【摘要】:當前我國醫(yī)療衛(wèi)生系統(tǒng)的發(fā)展極不平衡,不同地區(qū)的醫(yī)療水平存在著巨大的差異。眼科影像是診斷眼科疾病的重要依據(jù),而在不發(fā)達地區(qū)沒有相應的檢測設備,加之眼科醫(yī)生所具備的知識和經(jīng)驗相對比較薄弱,造成各大醫(yī)院經(jīng)常是人滿為患。通常,醫(yī)生通過觀察眼底圖像來對眼科疾病進行診斷,傳統(tǒng)的醫(yī)療服務模式導致醫(yī)療資源稀缺并且效率非常低下。云計算的出現(xiàn),帶來了新興的服務模式。通過云計算平臺將醫(yī)療服務搬上云端,形成一個醫(yī)療云服務數(shù)字化生態(tài)環(huán)境,使得人們可以不受地域經(jīng)濟發(fā)展水平的限制就可獲取優(yōu)質醫(yī)療服務。本文針對不發(fā)達地區(qū)醫(yī)療資源稀缺及眼科?朴跋裨\斷技術薄弱等問題,利用先進的醫(yī)學云服務平臺及基于大數(shù)據(jù)的眼科影像數(shù)據(jù)處理技術,構建并探索第三方獨立影像服務運營模式,實現(xiàn)眼科專科影像的前端診斷及優(yōu)質醫(yī)療資源下移。本論文主要研究的是眼科?朴跋裨品⻊掌脚_研發(fā),通過軟件工程學的方法并結合大數(shù)據(jù)技術的優(yōu)勢來構建眼科影像數(shù)據(jù)存儲平臺和綜合服務平臺。論文首先從云平臺使用者的角度進行需求分析,而后對云服務平臺進行整體設計,在此基礎上分別對眼科影像數(shù)據(jù)的采集和眼科影像數(shù)據(jù)的存儲進行設計。其次,構建基于HDFS的眼科影像數(shù)據(jù)平臺,對不同的數(shù)據(jù)格式分別使用sqoop、flume以及打包壓縮上傳的方式實現(xiàn)眼科數(shù)據(jù)的采集,并從模式層和實例層對眼科數(shù)據(jù)進行清洗。最后,對眼科影像數(shù)據(jù)平臺和綜合服務平臺分別進行測試,結果表明:眼科影像數(shù)據(jù)平臺具有良好的擴展性和容錯性,可以保障眼科數(shù)據(jù)的高可靠性;眼科綜合服務平臺的業(yè)務功能正常運行,符合預期的設計。
[Abstract]:The development of medical and health system in China is very uneven, there are great differences between different regions of the medical level. The eye image is important for the diagnosis of eye disease, without a corresponding detection device in the underdeveloped areas, and eye doctors have the knowledge and experience is relatively weak, resulting in major hospitals are often overcrowded usually, the doctor through the observation of fundus images for the diagnosis of ophthalmic diseases, the traditional model of medical care cause scarce medical resources and the efficiency is very low. The emergence of cloud computing has brought the new service mode. Through cloud computing platform of medical services onto the cloud, the formation of a medical cloud service in the digital environment, which makes people can not limit the level of regional economic development can obtain high-quality medical services. Aiming at the scarcity of medical resources in underdeveloped areas and eye specialist. As the problem diagnosis technology is weak, the use of medical cloud services platform and advanced technology dealing with image data based on large data, and to explore the construction of independent third party image service operation mode, front-end diagnosis and high-quality medical resources to achieve lower eye specialist images. This paper mainly studies the ophthalmic imaging cloud service platform development through the method of software engineering and the combination of big data technology to construct the eye image data storage platform and integrated service platform. Firstly, from the point of view of the user cloud platform needs analysis, and the overall design of cloud service platform, based on the collection and eye image data on eye image data storage design respectively. Secondly, construct the eye image data platform based on HDFS, using sqoop for different data formats and compression on the flume package The way to achieve eye data acquisition, and from the pattern layer and the layer of ophthalmic data cleaning examples. Finally, the eye image data platform and integrated service platform were tested. The results show that: the eye image data platform has good scalability and fault tolerance, can guarantee the high reliability of ophthalmic data; business function the operation of Ophthalmology service platform, in line with the expected design.
【學位授予單位】:中北大學
【學位級別】:碩士
【學位授予年份】:2017
【分類號】:R770.4;TP311.52
【參考文獻】
相關期刊論文 前10條
1 韓逢慶;宋志堅;余銳;;海量圖片快速去重技術[J];計算機應用;2016年07期
2 武瑞仙;周紅;;淺談醫(yī)學數(shù)據(jù)常見質量問題及其清洗方法[J];科技資訊;2016年06期
3 汪鵬;吳昊;羅陽;王毅琳;王飛;;醫(yī)療大數(shù)據(jù)應用需求分析與平臺建設構想[J];中國醫(yī)院管理;2015年06期
4 魏強;孔廣黔;吳云;;基于Hadoop的海量醫(yī)療小文件處理系統(tǒng)[J];計算機與數(shù)字工程;2015年04期
5 林德南;鄭靜;伍貴富;陳光喜;;醫(yī)療云平臺基礎設施的構建[J];才智;2015年09期
6 李芳頌;劉曉華;王鋒;;云服務平臺關鍵技術的研究[J];通訊世界;2015年02期
7 李娟;;醫(yī)療衛(wèi)生信息化綜合大數(shù)據(jù)平臺關鍵技術探究[J];金陵科技學院學報;2014年04期
8 劉云朋;蔣洪杰;;構建云服務平臺的關鍵技術[J];焦作大學學報;2014年04期
9 顏延;秦興彬;樊建平;王磊;;醫(yī)療健康大數(shù)據(jù)研究綜述[J];科研信息化技術與應用;2014年06期
10 胡超;劉嬌艷;羅愛靜;;區(qū)域醫(yī)療信息平臺[J];計算機系統(tǒng)應用;2014年10期
,本文編號:1669551
本文鏈接:http://sikaile.net/yixuelunwen/wuguanyixuelunwen/1669551.html
最近更新
教材專著